{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 绘制简单图形"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 生成数据\n",
    "x = np.arange(0, 6, 0.1) # 以0，1为单位，生成0到6的数据，不包含0.6\n",
    "y = np.sin(x)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "这里使用NumPy的arange方法生成了[0, 0.1, 0.2, ..., 5.8, 5.9]的数据，将其设为x。对x的各个元素，应用NumPy的sin函数np.sin()，将x、y的数据传给plt.plot方法，然后绘制图形。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x1d28a2c1888>]"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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0p2P8j0c/W8drP2zm0ynD6dMpyuk4pgEqK5WJ05aQf+AIi+86g8iwYKcjGeMxIrJcVVNrLrcriz1kU0ERby7J5bLUeCsBLxYQIPz5gpPYU3SUF7/c6HQcY5qEFYGH/OWzdbQIDuTus5OdjmLc1D++NZelxvPGD7lk7y5yOo4xjc6KwAO+ytzN11kF3D46iZiWoU7HMR4w9exkWgQH8ti89U5HMabRWRG4qbS8kr98to7E2Ah+fVqC03GMh7RtGcqUs3qwOHM3321s3tetGOMuKwI3zViSS86ewzxwXooNMe1jrh2WQHx0C/46d72NQ2R8mr1zuWGv6wvFM5NjGZnczuk4xsNCgwK5b3xvMnce4v1l2068gTFeyorADS9+uZHisgruP9eGmPZV4/u055SENjy3KItDJWVOxzGmUVgRNNCmgiLe/nErlw+Op0e7SKfjmEYiItx/bgp7ikr5x9ebnI5jTKOwImigJz7PJCw4kDtG23hCvq5/fGsuGtiJ177fzLZ9xU7HMcbjrAgaYGnOXhat28XNZ3a300X9xNRxyQQIPDk/0+koxnicFUE9VVYqj81bT8eoMK4f3s3pOKaJdIhqweQR3fksfQfLt+xzOo4xHmVFUE9zVueTnlfI1HHJhAUHOh3HNKGbzkikXWQoj83LtNFJjU+xIqiHkrIKnl6QRZ9OrZjQ3ycmUjP1EB4SxB2je7J8y34WrtvldBxjPMaKoB7e+CGX7QeO8KdzUmz6ST91aWpnusdG8OT8TMorKp2OY4xHWBHU0b7Dpfzjq2xG947jtO5tnY5jHBIUGMA943qRU3CY99PsIjPjG6wI6ujvi7M5XFrOveNtdFF/NyYljlMS2vD8oo0cPlrudBxj3OaRIhCRcSKSJSLZInJvLc9fKSLprtsSEelf7blcEVkjIqtEpPnNNgNs21fMv5bmctkpdvGYqbrI7N7xvdlTdJRXv9vsdBxj3OZ2EYhIIPAyMB5IAS4XkZQaq20GzlDVfsBfgOk1nh+pqgNqmzmnOXhu0QYCA4TbR9nFY6bKyV3bML5Pe175dhMFh446HccYt3jiE8FgIFtVc1S1FHgPmFB9BVVdoqr7XQ+XAp09sN8msTa/kE9Wbee6Yd1oHxXmdBzTjEw9O5mj5ZU2k5nxep4ogk5A9W/N8lzLjuV64PNqjxVYKCLLRWTysTYSkckikiYiaQUFTTc+/FPzs2gVFsxNZ3Rvsn0a75AY25IrBnfh3Z+2klNgM5kZ7+WJIqjtPMpar7YRkZFUFcE91RYPU9VBVB1aulVERtS2rapOV9VUVU2NjY11N3OdLMnewzcbCpgysgdRLWwSc/O/fjcqidCgAJ5ZmOV0FGMazBNFkAfEV3vcGcivuZKI9ANeBSao6t6fl6tqvuvnbmAWVYeaHKeqPDE/k45RYVx9Wlen45hmKjYylOtPT2Temp2k5x1wOo4xDeKJIlgGJIlINxEJASYBc6qvICJdgI+Bq1V1Q7XlESIS+fN9YCyQ4YFMbqv6h13I78faUBLm+G48vRvRESE8Nd8+FRjv5HYRqGo5MAVYAKwHPlDVtSJyk4jc5FrtQaAt8I8ap4nGAd+LyGrgJ2Cuqs53N5O7yioqeXpBJslxkUwcaENJmOOLDAvm1pE9+D57D99v3ON0HGPqTbxx8KzU1FRNS2u8Sw5mLt3C/Z9k8No1qYzqHddo+zG+o6SsglHPfkPbliHMvnUYIjYEiWl+RGR5bafp25XFNRwpreDFLzeS2rUNZ/WyeYhN3VRNUpREel4h8zN2Oh3HmHqxIqhhxn9y2X3oKH8Y18v+qjP1ctGgziS1a8nTC7NsQDrjVawIqik8Usa0rzdxZnIsg7tFOx3HeJnAAOHus5PJKTjMv5fnOR3HmDqzIqhm+rebKDxSxtSzbWA50zBjU+IY2KU1L3yxkZKyCqfjGFMnVgQuuw+V8Pr3uZzfvyMndYxyOo7xUiLCPeN6sfNgCTOW5Dodx5g6sSJweXlxNqUVlfx+jA0sZ9xzamJbRvSMZdo3mzhYUuZ0HGNOyIqAqmGm3/lpK5emxtMtJsLpOMYHTB2bzIHiMhum2ngFKwLg+S82ECDC7aOSnI5ifETfzlGc07c9r32Xw94iG6baNG9+XwQbdh1i1srtXDM0wYaZNh71+zE9OVJWwbSvNzkdxZjj8vsieHZhFi1DgrjZhpk2HtajXSQXDerMW0u3sKPwiNNxjDkmvy6C1dsOsGDtLm4ckUibiBCn4xgfdPuoJFTVJq8xzZpfF8EzC7OIjgjhN8O7OR3F+Kj46HCuHNKVD9Ly2LznsNNxjKmV3xbBkk17+G7jHm45szstQ4OcjmN82C0juxMSGMDzizaceGVjHOCXRaCqPLMgi/atwrjqVJt0xjSudpFhXDcsgTmr81mXf9DpOMb8D78sgsWZu1mx9QC/G5Vkk86YJvHbEd2JDAviWZvS0jRDflcElZXKMws30LVtOJekdnY6jvETUeHB3HRGd77M3M3yLfudjmPML3ikCERknIhkiUi2iNxby/MiIi+6nk8XkUF13dbT5q7ZwfodB/n9mJ4EB/pdDxoHXTs0gZiWITyzwD4VmObF7XdCEQkEXgbGAynA5SKSUmO18UCS6zYZmFaPbT2mvKKS5xZtoFf7SM7v17GxdmNMrSJCg7jlzB78J2cvP2TblJam+fDEn8SDgWxVzVHVUuA9YEKNdSYAb2mVpUBrEelQx2095qMVVafw3TU2mYAAm3TGNL0rhnShY1QYTy3IwhuniTW+yRNF0AnYVu1xnmtZXdapy7YAiMhkEUkTkbSCgoIGBd1TVMqQbtGM7m1TUBpnhAUHcvvoJFZvO8CidbucjmMM4JkiqO1P65p/6hxrnbpsW7VQdbqqpqpqamxsbD0jVrl1ZA/evfFUm4LSOOriQZ3pFhPBsws3UFlpnwqM8zxRBHlAfLXHnYH8Oq5Tl209yg4JGacFBQZw55ieZO06xKfpjfq/uzF14okiWAYkiUg3EQkBJgFzaqwzB/i16+yhU4FCVd1Rx22N8Tnn9e1Ar/aRPLdoA2U20b1xmNtFoKrlwBRgAbAe+EBV14rITSJyk2u1eUAOkA38E7jleNu6m8mY5i4gQJh6djJb9hbbRPfGceKNZy6kpqZqWlqa0zGMcYuqctG0Jew4UMLXU8+0q9xNoxOR5aqaWnO5XVFljENEqj4V7DxYwsylW5yOY/yYFYExDhraPYbTk2L4x9ebKDpa7nQc46esCIxx2N1jk9l3uJTXbKJ74xArAmMc1j++NeNOas8/v8th/+FSp+MYP2RFYEwzcNfYnhwuLWfaNzbRvWl6VgTGNANJcZFMHNiJGUty2VlY4nQc42esCIxpJu4c3ZNKVV5abBPdm6ZlRWBMMxEfHc7lg7vw/rJtbNlrE92bpmNFYEwzMuWsHgQFik10b5qUFYExzUjVRPfdmL06n/U7bKJ70zSsCIxpZm4a0Z3I0CCetiktTROxIjCmmYkKD+bmM3uwOHM3P23e53Qc4wesCIxphq4dmkBcq1CenJ9pU1qaRmdFYEwz1CIkkNtH9WT5lv18sX6303GMj7MiMKaZujS1M4kxETy9IJMKm9LSNCIrAmOaqaDAAO4+O5kNu4qYtXK703GMD3OrCEQkWkQWichG1882tawTLyJfich6EVkrIrdXe+5hEdkuIqtct3PcyWOMrxnfpz39Okfx/KINHC2vcDqO8VHufiK4F/hSVZOAL12PayoH7lLV3sCpwK0iklLt+edVdYDrNs/NPMb4FBHhnnG92H7gCDOXbnU6jvFR7hbBBGCG6/4M4MKaK6jqDlVd4bp/iKq5iTu5uV9j/MawHjEM7xHD3xdv5FBJmdNxjA9ytwjiVHUHVL3hA+2Ot7KIJAADgR+rLZ4iIuki8npth5aqbTtZRNJEJK2goMDN2MZ4l3vG9WJ/cRnTv81xOorxQScsAhH5QkQyarlNqM+ORKQl8BFwh6r+fO38NKA7MADYATx7rO1VdbqqpqpqamxsbH12bYzX69s5igv6d+Sf3+XYMNXG405YBKo6WlX71HKbDewSkQ4Arp+1nvAsIsFUlcDbqvpxtd+9S1UrVLUS+Ccw2BMvyhhfNPXsZCoq1QakMx7n7qGhOcA1rvvXALNrriAiArwGrFfV52o816Haw4lAhpt5jPFZ8dHh/Pq0BD5cvo2snYecjmN8iLtF8AQwRkQ2AmNcjxGRjiLy8xlAw4CrgbNqOU30KRFZIyLpwEjgTjfzGOPTpozsQURoEE98vt7pKMaHBLmzsaruBUbVsjwfOMd1/3tAjrH91e7s3xh/0yYihCkje/D455ksyd7D0B4xTkcyPsCuLDbGy1wzNIFOrVvw+OeZVNrQE8YDrAiM8TJhwYHcNbYna7YX8ml6vtNxjA+wIjDGC104oBMpHVrx1PwsG3rCuM2KwBgvFBAg/PGc3mw/cIQZS3KdjmO8nBWBMV5qeFIMZybH8tKX2ewtOup0HOPFrAiM8WL3n9ub4rIKnv/CLjLzdbsPlTDh5R9Yte2Ax3+3FYExXqxHu0iuGtKFd37caheZ+bhnFmSxLr+QVmFunfVfKysCY7zcHaN70jI0iEfnrrP5jX1UxvZCPlyex7VDE0iMbenx329FYIyXaxMRwu2je/Ldxj18lWXzG/saVeWRT9cSHR7CbaOSGmUfVgTG+ICrT+1KYkwEj85dT1lFpdNxjAfNXbODZbn7uWtsMq3CghtlH1YExviAkKAA/nRub3IKDjNz6Ran4xgPKSmr4PF5mfTu0IrLTolvtP1YERjjI87q1Y7Tk2J44YuNHCgudTqO8YDp3+aw/cARHjwvhcCAWods8wgrAmN8hIhw/7kpHCopszkLfMDOwhKmfb2J8X3ac1r3to26LysCY3xIcvtIrhzSlX8t3cK6/IMn3sA0W0/Oz6RClT+e07vR92VFYIyPuXtsMq3DQ3hoToadTuqlVmzdz6yV27lheDfio8MbfX9uFYGIRIvIIhHZ6PpZ6+TzIpLrmoBmlYik1Xd7Y0zdRYUHc8+4ZJblVr2ZGO9SUak88EkGca1CuWVkjybZp7ufCO4FvlTVJOBL1+NjGamqA1Q1tYHbG2Pq6JKT4xkQ35rH5mVysKTM6TimHmYu3cLa/IM8cF4KLUM9fxVxbdwtggnADNf9GcCFTby9MaYWAQHCnyecxN7DR3lh0Uan45g6Kjh0lGcWZjG8Rwzn9u1w4g08xN0iiFPVHQCun+2OsZ4CC0VkuYhMbsD2iMhkEUkTkbSCggI3Yxvj+/p1bs3lg7sw4z+5ZO60L469wePz1lNSVsEjE05CpPFOF63phEUgIl+ISEYttwn12M8wVR0EjAduFZER9Q2qqtNVNVVVU2NjY+u7uTF+aerYZCLDgnhw9lr74riZW5qzl49XbmfyiES6N8J4QsdzwiJQ1dGq2qeW22xgl4h0AHD9rHWgE9dk9qjqbmAWMNj1VJ22N8Y0TJuIEP5wdi9+2ryPOattWsvmqqyikgdnZ9CpdQumjGyc8YSOx91DQ3OAa1z3rwFm11xBRCJEJPLn+8BYIKOu2xtj3HPZKfH06xzFo3PXU1hsXxw3R2/8sJkNu4p46PwUWoQENvn+3S2CJ4AxIrIRGON6jIh0FJF5rnXigO9FZDXwEzBXVecfb3tjjOcEBgiPTezLvsOlPDF/vdNxTA07Co/wwhcbGdWrHWNS4hzJ4Na5Saq6FxhVy/J84BzX/Rygf322N8Z4Vp9OUVw/vBvTv81hwoBOnJrYuEMWmLpRVR6es5aKSuXhC5r2C+Lq7MpiY/zEnaN7Eh/dgj9+vIaSsgqn4xjg84ydLFi7izvH9GySK4iPxYrAGD/RIiSQxyb2JWfPYV7+KtvpOH7vQHEpD87OoE+nVtwwvJujWawIjPEjpyfFctHATkz7epPNceywR+euZ39xGU9e3I+gQGffiq0IjPEz95+XQmRYEPd9nE5lpV1b4IRvNxTw7+V53HRGIid1jHI6jhWBMf4mOiKEB85LYcXWA8z80WYza2qHj5Zz38drSIyN4Lazmv6agdpYERjjhyYO7MTpSTE8+Xkm2/YVOx3Hrzy9IIv8wiM8dXE/woKb/pqB2lgRGOOHRJ/ialQAAA3QSURBVIQnLu5HgAh3fbjaDhE1keVb9jPjP7n8+tSupCZEOx3nv6wIjPFTnVq34KELTuKnzft4/YfNTsfxecWl5Uz9cDUdo1owdVwvp+P8ghWBMX7s4kGdGJMSx1MLstiwy84iakyPzVvP5r2HefqSfk02z0BdWREY48dEhMcv6ktkaBB3vr+K0vJKpyP5pMWZu5i5dCs3np7I0O4xTsf5H1YExvi5mJah/HViX9bmH+Tvi20SG0/bU3SUP/w7nV7tI7lrbE+n49TKisAYw7g+7bl4UGde/noTK7fudzqOz1BV7v0onYMl5fxt0kBCg5rHWUI1WREYYwB46IIU4iJDueuD1Rw+Wu50HJ/w7k/b+GL9bu4Z14vk9pFOxzkmKwJjDACtwoJ55tL+bN57mAc+ybAZzdyUU1DEXz5bx/AeMVw3NMHpOMdlRWCM+a+h3WO4fVQSH6/czgdp25yO47WOlldwx/urCAkK4JlL+hMQ4Mzw0nVlRWCM+YXbzkpieI8YHpy9lvU7bNL7hvjzp+tIzyvkqV/1o31UmNNxTsitIhCRaBFZJCIbXT/b1LJOsoisqnY7KCJ3uJ57WES2V3vuHHfyGGPcFxggvDBpAFEtgrnl7RUcKrHpLevjo+V5vP3jVn57RiJnn9Te6Th14u4ngnuBL1U1CfjS9fgXVDVLVQeo6gDgZKCYqgnsf/b8z8+r6rya2xtjml5My1BeunwgW/Ye5r6P19j3BXW0Lv8gf5y1hlMTo5k6NtnpOHXmbhFMAGa47s8ALjzB+qOATapqQx4a08wNSWzLXWOT+Sx9BzOX2j/ZEyk8UsbNby+ndXgwL10+yPE5BurD3aRxqroDwPWz3QnWnwS8W2PZFBFJF5HXazu09DMRmSwiaSKSVlBQ4F5qY0yd3HxGd85MjuUvn6236wuOo7JSueuD1Wzff4R/XDmI2MhQpyPVywmLQES+EJGMWm4T6rMjEQkBLgA+rLZ4GtAdGADsAJ491vaqOl1VU1U1NTY2tj67NsY0UECA8NylA4iLCuXGt9LI229DVtfm/77dxBfrd/Gnc3tzctfmM6poXZ2wCFR1tKr2qeU2G9glIh0AXD93H+dXjQdWqOquar97l6pWqGol8E9gsHsvxxjjadERIbx+zSkcLa/k+jfT7MvjGhau3cnTC7I4r18Hrm3m1wsci7uHhuYA17juXwPMPs66l1PjsNDPJeIyEchwM48xphEkxUUy7cqTyS4o4rZ3V1JeYYPTAazcup/fvbeSfp1b8/Sv+iPSvK8XOBZ3i+AJYIyIbATGuB4jIh1F5L9nAIlIuOv5j2ts/5SIrBGRdGAkcKebeYwxjWR4Ugx/mdCHr7MKeHTueqfjOG7L3sNcPyONdpFhvHZNKi1Cmuc4QnXh1qDYqrqXqjOBai7PB86p9rgYaFvLele7s39jTNO6YkgXcgqKePX7zXSLieAaLz0U4q59h0u59o1lqCpvXncKMS2968vhmprX7AjGmGbvvnN6k7u3mEc+XUvH1i0YkxLndKQmVVJWwQ0zlpF/4Ajv3DiExNiWTkdym/ec6GqMaRYCA4S/TRpA305R3Pr2Cr7KOt45Ir6lolK5471VrNx2gBcuG+CVZwjVxorAGFNvEaFBvPWbISTFteS3/1rOdxt9/9qe8opKfv/BKuav3cn956Ywvm+HE2/kJawIjDENEhUezMzrh5AYE8ENM9JYsmmP05EaTVlFJbe/v4rZq/L5w7hkrh/ezelIHmVFYIxpsDYRIbx9wxC6RIdz/Ztp/LR5n9ORPK60vJLb3lnJ3PQd/Omc3txyZg+nI3mcFYExxi1tW4by9o1D6NA6jOve+Illub5TBkfLK7jl7RXMX7uTB89L4cYRiU5HahRWBMYYt7WLDOPdG08lrlUYV776I5+uznc6kttKyiq4eeYKvli/i79MOInf+NjhoOqsCIwxHhHXKox/3zyUAZ1bc9u7K3npy41eO3z1zsISLnvlPyzO3M1jE/ty9WkJTkdqVFYExhiPiY4I4V83DGbiwE48u2gDd3+YTmm5dw1HsXzLfs7/+/dk7y7ilatP5oohXZyO1OjsgjJjjEeFBgXy3KX96do2nBe+2Eje/mJeufpkWoeHOB3thD5Yto37P8mgQ+sw3r5hCD3jIp2O1CTsE4ExxuNEhDtG9+SFywawcusBzn3xe5ZkN9/TS8sqKnl4zlr+8FE6QxKjmX3rML8pAbAiMMY0ogsHduL9355KSFAAV7z6Iw/PWcuR0gqnY/3CmrxCLnz5B95cksuNp3fjjWtP8YpPL55kh4aMMY1qYJc2zPvd6Tw5P5M3l+TyzYYCnrmkPyd3PeaEhE2iuLSc5xZu4PUfNtO2ZSj/d9UgxvXxnauF60O88Vv91NRUTUtLczqGMaaelmzaw9QP09lReITfDOvGLSN7EB3R9H99f521mz/NymD7gSNcMaQL94zrRVSL4CbP0dREZLmqpv7PcisCY0xTOlRSxmPzMnlv2VZaBAfy69MSuPH0brRt5KGcVZVlufuZ/u0mvli/m+6xETxxcT9OSfCNgePqworAGNOsbNx1iJcWZ/Npej5hQYH8+rSu3Dgi0eNj+5dXVDJ/7U7++W0Oq/MKaRMezPXDu3HjiERCg7x3MpmGaJQiEJFLgIeB3sBgVa313VlExgF/AwKBV1X155nMooH3gQQgF7hUVfefaL9WBMb4juzdRfx98UbmrM4nMEA4rXsMY1PiGJMSR1yrsAb9zopKZc32Qr7fWMC7P21j+4EjdIuJ4Prh3bh4UGevnk3MHY1VBL2BSuAV4O7aikBEAoENVE1VmQcsAy5X1XUi8hSwT1WfEJF7gTaqes+J9mtFYIzv2VRQxHs/bWXRul3k7i0GoH/nKM7qFUf3dhF0at2CTq1bENMylICAqrmBVZXi0goOHCljX1EpK7bu54fsPSzN2cvBknIABidEc8Pp3RjdO+6/2/mrRj00JCJfc+wiOA14WFXPdj2+D0BVHxeRLOBMVd3hmsj+a1VNPtH+rAiM8V2qSvbuIhau28XCdbtYve3AL54PCQwgLiqUkrJKCovLKK345ZXL8dEtGNY9hqE9Yhjava3XTyPpSccqgqY4fbQTsK3a4zxgiOt+nKruAHCVQbtj/RIRmQxMBujSxfcv+TbGX4kISXGRJMVFcuvIHhwsKWP7/iPkHzjCdtdtV2EJYcGBtA4PoXV4MG3Cg4lqEUJKh1Z0aRvu9EvwOicsAhH5Amhfy1N/UtXZddhHbZ/F6v0xRFWnA9Oh6hNBfbc3xninVmHBtOoQTO8OrZyO4rNOWASqOtrNfeQB8dUedwZ+HqN2l4h0qHZoyH8mPzXGmGaiKYaYWAYkiUg3EQkBJgFzXM/NAa5x3b8GqMsnDGOMMR7kVhGIyEQRyQNOA+aKyALX8o4iMg9AVcuBKcACYD3wgaqudf2KJ4AxIrKRqrOKnnAnjzHGmPqzC8qMMcZPHOusIRt91Bhj/JwVgTHG+DkrAmOM8XNWBMYY4+e88stiESkAtjRw8xig+c6ZV3++9Hp86bWAvZ7mzJdeC9T99XRV1diaC72yCNwhImm1fWvurXzp9fjSawF7Pc2ZL70WcP/12KEhY4zxc1YExhjj5/yxCKY7HcDDfOn1+NJrAXs9zZkvvRZw8/X43XcExhhjfskfPxEYY4ypxorAGGP8nF8VgYiME5EsEcl2zZHstUTkdRHZLSIZTmdxl4jEi8hXIrJeRNaKyO1OZ2ooEQkTkZ9EZLXrtTzidCZPEJFAEVkpIp85ncVdIpIrImtEZJWIePXolSLSWkT+LSKZrn8/pzXo9/jLdwQiEghsoGq46zyq5km4XFXXORqsgURkBFAEvKWqfZzO4w7XpEQdVHWFiEQCy4ELvfG/jYgIEKGqRSISDHwP3K6qSx2O5hYR+T2QCrRS1fOczuMOEckFUlXV6y8oE5EZwHeq+qprvpdwVT1wou1q8qdPBIOBbFXNUdVS4D1ggsOZGkxVvwX2OZ3DE1R1h6qucN0/RNW8FZ2cTdUwWqXI9TDYdfPqv7ZEpDNwLvCq01nM/ycirYARwGsAqlrakBIA/yqCTsC2ao/z8NI3G18mIgnAQOBHZ5M0nOswyiqqpl5dpKpe+1pcXgD+AFQ6HcRDFFgoIstFZLLTYdyQCBQAb7gO270qIhEN+UX+VARSyzKv/kvN14hIS+Aj4A5VPeh0noZS1QpVHUDV/NyDRcRrD92JyHnAblVd7nQWDxqmqoOA8cCtrsOs3igIGARMU9WBwGGgQd99+lMR5AHx1R53BvIdymJqcB1P/wh4W1U/djqPJ7g+pn8NjHM4ijuGARe4jqu/B5wlIjOdjeQeVc13/dwNzKLqsLE3ygPyqn3i/DdVxVBv/lQEy4AkEenm+lJlEjDH4UyG/37B+hqwXlWfczqPO0QkVkRau+63AEYDmc6majhVvU9VO6tqAlX/Zhar6lUOx2owEYlwnZCA6zDKWMArz7xT1Z3ANhFJdi0aBTToBIsgj6Vq5lS1XESmAAuAQOB1VV3rcKwGE5F3gTOBGBHJAx5S1decTdVgw4CrgTWuY+sAf1TVeQ5maqgOwAzXWWoBwAeq6vWnXPqQOGBW1d8eBAHvqOp8ZyO55TbgbdcftznAdQ35JX5z+qgxxpja+dOhIWOMMbWwIjDGGD9nRWCMMX7OisAYY/ycFYExxvg5KwJjjPFzVgTGGOPn/h95rs+SRH2lKgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 绘制图形\n",
    "plt.plot(x, y)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### pyplot的功能\n",
    "在刚才的sin函数的图形中，我们尝试追加cos函数的图形，并尝试使用pyplot的添加标题和x轴标签名等其他功能。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 生成数据\n",
    "x = np.arange(0, 6, 0.1)\n",
    "y1 = np.sin(x)\n",
    "y2 = np.cos(x)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 绘制图形\n",
    "plt.plot(x, y1, label=\"sin\")\n",
    "plt.plot(x, y2, linestyle=\"--\", label=\"cos\") # 虚线绘制\n",
    "plt.xlabel(\"x\") # x轴标签\n",
    "plt.ylabel(\"y\") # y轴标签\n",
    "plt.title('sin & cos') # 标题\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 显示图像"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "from matplotlib.image import imread"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "img = imread('dataset/spiderman.jpg') # 读入图像（设定合适的路径！）\n",
    "plt.imshow(img)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 总结\n",
    "* Python是一种简单易记的编程语言。\n",
    "* Python是开源的，可以自由使用。\n",
    "* 本书中将使用Python3.x实现深度学习。\n",
    "* 本书中将使用NumPy和Matplotlib两种外部库。\n",
    "* Python有“解释器”和“脚本文件”两种运行模式。\n",
    "* Python能够将一系列处理集成为函数或类等模块。\n",
    "* NumPy中有很多用于操作多维数组的便捷方法。"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
